EP4100876A4 - System and methods for mammalian transfer learning - Google Patents

System and methods for mammalian transfer learning Download PDF

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Publication number
EP4100876A4
EP4100876A4 EP21766821.9A EP21766821A EP4100876A4 EP 4100876 A4 EP4100876 A4 EP 4100876A4 EP 21766821 A EP21766821 A EP 21766821A EP 4100876 A4 EP4100876 A4 EP 4100876A4
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EP
European Patent Office
Prior art keywords
methods
transfer learning
mammalian transfer
mammalian
learning
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP21766821.9A
Other languages
German (de)
French (fr)
Other versions
EP4100876A1 (en
Inventor
Sean Thomas CURTIN
Curtis Mitchel STEWART
Ryan Matthew GILBRIDE
Douglas Kirkpatrick
Devan OHST
Christopher IOVINO
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Ai on Innovations Inc
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Ai on Innovations Inc
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Publication date
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Publication of EP4100876A1 publication Critical patent/EP4100876A1/en
Publication of EP4100876A4 publication Critical patent/EP4100876A4/en
Pending legal-status Critical Current

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    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
    • G16H40/67—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for remote operation
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features
    • G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/20—ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H70/00—ICT specially adapted for the handling or processing of medical references
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00—Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03—Recognition of patterns in medical or anatomical images

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • General Physics & Mathematics (AREA)
  • Public Health (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • Biomedical Technology (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Engineering & Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Mathematical Physics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computational Linguistics (AREA)
  • Multimedia (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • General Business, Economics & Management (AREA)
  • Business, Economics & Management (AREA)
  • Pathology (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Image Analysis (AREA)
  • Compounds Of Unknown Constitution (AREA)
  • Polysaccharides And Polysaccharide Derivatives (AREA)
  • Medicines Containing Material From Animals Or Micro-Organisms (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
EP21766821.9A 2020-03-10 2021-03-10 System and methods for mammalian transfer learning Pending EP4100876A4 (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US202062987441P 2020-03-10 2020-03-10
PCT/US2021/021770 WO2021183684A1 (en) 2020-03-10 2021-03-10 System and methods for mammalian transfer learning

Publications (2)

Publication Number Publication Date
EP4100876A1 EP4100876A1 (en) 2022-12-14
EP4100876A4 true EP4100876A4 (en) 2024-02-28

Family

ID=77663732

Family Applications (1)

Application Number Title Priority Date Filing Date
EP21766821.9A Pending EP4100876A4 (en) 2020-03-10 2021-03-10 System and methods for mammalian transfer learning

Country Status (8)

Country Link
US (2) US11705245B2 (en)
EP (1) EP4100876A4 (en)
JP (1) JP2023517076A (en)
KR (1) KR20220152557A (en)
CN (1) CN115298702A (en)
AU (1) AU2021236148A1 (en)
CA (1) CA3170780A1 (en)
WO (1) WO2021183684A1 (en)

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Publication number Priority date Publication date Assignee Title
KR102166835B1 (en) * 2019-10-28 2020-10-16 주식회사 루닛 Method for Training Neural Network and Device Thereof
US11379693B1 (en) * 2021-07-16 2022-07-05 The Government of the United States of America, as represented by the Secretary of Homeland Security System and method of new understandable training for AI as applied to electromagnetic sensor detection
US11551432B1 (en) 2021-07-16 2023-01-10 The Government of the United States of America, as represented by the Secretary of Homeland Security System and method for training an artificial intelligence (AI) classifier of scanned items
CN114512239B (en) * 2022-02-25 2022-11-11 国家康复辅具研究中心 Cerebral apoplexy risk prediction method and system based on transfer learning

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CA2652232A1 (en) * 2005-07-11 2007-01-18 Suomen Punainen Risti, Veripalvelu Novel carbohydrate profile compositions from human cells and methods for analysis and modification thereof
US20090317788A1 (en) * 2005-11-08 2009-12-24 Suomen Punainen Risti, Veripalvelu Novel Carbohydrate Profile Compositions From Human Cells and Methods for Analysis and Modification Thereof
US8340437B2 (en) 2007-05-29 2012-12-25 University Of Iowa Research Foundation Methods and systems for determining optimal features for classifying patterns or objects in images
WO2010124257A2 (en) * 2009-04-24 2010-10-28 Colby Pharmaceutical Company Methods and kits for determining oxygen free radical (ofr) levels in animal and human tissues as a prognostic marker for cancer and other pathophysiologies
CA2807209C (en) * 2010-08-16 2019-09-17 Mount Sinai Hospital Markers of the male urogenital tract
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SG11201406201YA (en) * 2012-04-02 2014-10-30 Berg Llc Interrogatory cell-based assays and uses thereof
US10036034B2 (en) * 2014-02-13 2018-07-31 Nutech Ventures Sequences involved in plant yield and methods of using
KR102467968B1 (en) * 2014-10-08 2022-11-16 신세틱 바이오로직스, 인코퍼레이티드 Beta-lactamase formulations and uses thereof
US10304193B1 (en) * 2018-08-17 2019-05-28 12 Sigma Technologies Image segmentation and object detection using fully convolutional neural network
CA3128973A1 (en) * 2019-03-04 2020-09-10 Bhaskar Bhattacharyya Data compression and communication using machine learning
US20200285997A1 (en) * 2019-03-04 2020-09-10 Iocurrents, Inc. Near real-time detection and classification of machine anomalies using machine learning and artificial intelligence

Non-Patent Citations (4)

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Title
AUBREVILLE MARC ET AL: "LEARNING NEW TRICKS FROM OLD DOGS -INTER-SPECIES, INTER-TISSUE DOMAIN ADAPTATION FOR MITOTIC FIGURE ASSESSMENT A PREPRINT", 26 November 2019 (2019-11-26), XP093119847, Retrieved from the Internet <URL:https://arxiv.org/pdf/1911.10873.pdf> [retrieved on 20240116] *
See also references of WO2021183684A1 *
SING TOBIAS ET AL: "A deep learning-based model of normal histology", BIORXIV, 5 December 2019 (2019-12-05), XP093119936, Retrieved from the Internet <URL:https://www.biorxiv.org/content/10.1101/838417v2.full.pdf> [retrieved on 20240116], DOI: 10.1101/838417 *
YU YUHAI ET AL: "Deep Transfer Learning for Modality Classification of Medical Images", INFORMATION, vol. 8, no. 3, 29 July 2017 (2017-07-29), pages 91, XP093119983, ISSN: 2078-2489, DOI: 10.3390/info8030091 *

Also Published As

Publication number Publication date
JP2023517076A (en) 2023-04-21
CN115298702A (en) 2022-11-04
WO2021183684A1 (en) 2021-09-16
US20210287045A1 (en) 2021-09-16
US20230326592A1 (en) 2023-10-12
US11705245B2 (en) 2023-07-18
CA3170780A1 (en) 2021-09-16
KR20220152557A (en) 2022-11-16
EP4100876A1 (en) 2022-12-14
AU2021236148A1 (en) 2022-10-13

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